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Papers Benchmarks Datasets Tasks

Natural Language Inference research benchmarks – Page 5 · SOTA2 Research

Natural Language Inference

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

46.67Accuracy

16

May 14, 2026

QNLI few-shot zero-shot

71.6Accuracy

16

Feb 26, 2026

MNLI few-shot zero-shot

71.1Accuracy

16

Feb 26, 2026

XNLI French (test)

CamemBERT_LARGE

85.7Accuracy

16

Feb 26, 2026

45.21Accuracy

15

Feb 27, 2026

12 NLI tasks (CoNLL-2003, MIT-Restaurant, Amazon Reviews, Crowdflower) (test)

59.18Avg Test Accuracy

15

Feb 26, 2026

GLUE and SNLI v1 (test val)

91.22MNLI Accuracy

14

May 28, 2026

75Accuracy

14

Apr 23, 2026

75.9Accuracy

14

Apr 23, 2026

88.1Accuracy (RTE Neg)

14

Apr 23, 2026

91.2Accuracy

14

Apr 3, 2026

ANLI Round 2 (test)

51.4Accuracy

14

Feb 26, 2026

73.77Accuracy

13

Apr 28, 2026

74.22Accuracy

13

Apr 28, 2026

94.4Normalized Accuracy

13

Mar 30, 2026

96.2Normalized Accuracy

13

Mar 30, 2026

77.2Accuracy

13

Feb 27, 2026

89.3Accuracy

13

Feb 26, 2026

HANS Unknown Bias (out-of-distribution)

70.7Accuracy

13

Feb 26, 2026

MNLI Unknown Bias (in-distribution)

84.2Accuracy

13

Feb 26, 2026

MNLI HardSP (challenge)

83.2Accuracy

13

Feb 26, 2026

MNLI HardCD (challenge)

0.803Accuracy

13

Feb 26, 2026

MNLI Hypothesis-only Bias (in-distribution)

84.2Accuracy

13

Feb 26, 2026

HANS Syntactic Bias (out-of-distribution)

70.7Accuracy

13

Feb 26, 2026

MNLI Syntactic Bias (in-distribution)

84.3Accuracy

13

Feb 26, 2026

Page 5 of 15

Popular datasets

MNLI ANLI SNLI XNLI MultiNLI

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